{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Riskfolio-Lib Tutorial: \n",
    "<br>__[Financionerioncios](https://financioneroncios.wordpress.com)__\n",
    "<br>__[Orenji](https://www.linkedin.com/company/orenj-i/)__\n",
    "<br>__[Riskfolio-Lib](https://riskfolio-lib.readthedocs.io/en/latest/)__\n",
    "<br>__[Dany Cajas](https://www.linkedin.com/in/dany-cajas/)__\n",
    "<a href='https://ko-fi.com/B0B833SXD' target='_blank'><img height='36' style='border:0px;height:36px;' src='https://cdn.ko-fi.com/cdn/kofi1.png?v=2' border='0' alt='Buy Me a Coffee at ko-fi.com' /></a> \n",
    "\n",
    "## Tutorial 40: Mean Relativistic Drawdown at Risk (RLDaR) Optimization\n",
    "\n",
    "## 1. Downloading the data:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "[*********************100%%**********************]  25 of 25 completed\n"
     ]
    }
   ],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import yfinance as yf\n",
    "import warnings\n",
    "\n",
    "warnings.filterwarnings(\"ignore\")\n",
    "pd.options.display.float_format = '{:.4%}'.format\n",
    "\n",
    "# Date range\n",
    "start = '2016-01-01'\n",
    "end = '2019-12-30'\n",
    "\n",
    "# Tickers of assets\n",
    "assets = ['JCI', 'AMZN', 'CMCSA', 'CPB', 'MO', 'APA', 'MMC', 'JPM',\n",
    "          'ZION', 'AAPL', 'BAX', 'BMY', 'LUV', 'PCAR', 'TXT', 'TMO',\n",
    "          'DE', 'MSFT', 'HPQ', 'SEE', 'VZ', 'CNP', 'NI', 'T', 'BA']\n",
    "assets.sort()\n",
    "\n",
    "# Downloading data\n",
    "data = yf.download(assets, start = start, end = end)\n",
    "data = data.loc[:,('Adj Close', slice(None))]\n",
    "data.columns = assets"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>AAPL</th>\n",
       "      <th>AMZN</th>\n",
       "      <th>APA</th>\n",
       "      <th>BA</th>\n",
       "      <th>BAX</th>\n",
       "      <th>BMY</th>\n",
       "      <th>CMCSA</th>\n",
       "      <th>CNP</th>\n",
       "      <th>CPB</th>\n",
       "      <th>DE</th>\n",
       "      <th>...</th>\n",
       "      <th>MO</th>\n",
       "      <th>MSFT</th>\n",
       "      <th>NI</th>\n",
       "      <th>PCAR</th>\n",
       "      <th>SEE</th>\n",
       "      <th>T</th>\n",
       "      <th>TMO</th>\n",
       "      <th>TXT</th>\n",
       "      <th>VZ</th>\n",
       "      <th>ZION</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2018-10-19</th>\n",
       "      <td>1.5230%</td>\n",
       "      <td>-0.3778%</td>\n",
       "      <td>0.0475%</td>\n",
       "      <td>-0.8599%</td>\n",
       "      <td>-1.4332%</td>\n",
       "      <td>-3.0011%</td>\n",
       "      <td>0.1113%</td>\n",
       "      <td>1.2968%</td>\n",
       "      <td>3.4361%</td>\n",
       "      <td>-0.8764%</td>\n",
       "      <td>...</td>\n",
       "      <td>1.6741%</td>\n",
       "      <td>0.1474%</td>\n",
       "      <td>0.6339%</td>\n",
       "      <td>-0.1823%</td>\n",
       "      <td>-0.7728%</td>\n",
       "      <td>1.1384%</td>\n",
       "      <td>-1.1145%</td>\n",
       "      <td>-1.2872%</td>\n",
       "      <td>0.4574%</td>\n",
       "      <td>-0.8025%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-10-22</th>\n",
       "      <td>0.6110%</td>\n",
       "      <td>1.4325%</td>\n",
       "      <td>-1.9240%</td>\n",
       "      <td>-0.0786%</td>\n",
       "      <td>-0.6335%</td>\n",
       "      <td>-6.2983%</td>\n",
       "      <td>-0.6393%</td>\n",
       "      <td>-1.1024%</td>\n",
       "      <td>0.0527%</td>\n",
       "      <td>-0.3221%</td>\n",
       "      <td>...</td>\n",
       "      <td>-1.0331%</td>\n",
       "      <td>0.8927%</td>\n",
       "      <td>-0.8662%</td>\n",
       "      <td>0.4483%</td>\n",
       "      <td>-2.8972%</td>\n",
       "      <td>-0.6085%</td>\n",
       "      <td>-0.6075%</td>\n",
       "      <td>-0.8634%</td>\n",
       "      <td>0.1457%</td>\n",
       "      <td>-3.4490%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-10-23</th>\n",
       "      <td>0.9427%</td>\n",
       "      <td>-1.1513%</td>\n",
       "      <td>-3.6571%</td>\n",
       "      <td>-1.6658%</td>\n",
       "      <td>-0.4202%</td>\n",
       "      <td>-0.4520%</td>\n",
       "      <td>-0.2797%</td>\n",
       "      <td>-0.5034%</td>\n",
       "      <td>0.1845%</td>\n",
       "      <td>-3.9948%</td>\n",
       "      <td>...</td>\n",
       "      <td>0.8808%</td>\n",
       "      <td>-1.3956%</td>\n",
       "      <td>0.4766%</td>\n",
       "      <td>-5.1240%</td>\n",
       "      <td>-0.0321%</td>\n",
       "      <td>1.0713%</td>\n",
       "      <td>-1.0807%</td>\n",
       "      <td>-1.8308%</td>\n",
       "      <td>4.0560%</td>\n",
       "      <td>4.0353%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-10-24</th>\n",
       "      <td>-3.4302%</td>\n",
       "      <td>-5.9083%</td>\n",
       "      <td>-4.5500%</td>\n",
       "      <td>1.3141%</td>\n",
       "      <td>-1.8041%</td>\n",
       "      <td>-3.5933%</td>\n",
       "      <td>-4.2917%</td>\n",
       "      <td>0.8674%</td>\n",
       "      <td>0.9994%</td>\n",
       "      <td>-4.1109%</td>\n",
       "      <td>...</td>\n",
       "      <td>0.7437%</td>\n",
       "      <td>-5.3469%</td>\n",
       "      <td>3.5178%</td>\n",
       "      <td>-4.2683%</td>\n",
       "      <td>-1.3479%</td>\n",
       "      <td>-8.0557%</td>\n",
       "      <td>-1.2403%</td>\n",
       "      <td>-4.2187%</td>\n",
       "      <td>0.3671%</td>\n",
       "      <td>-3.3065%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-10-25</th>\n",
       "      <td>2.1898%</td>\n",
       "      <td>7.0887%</td>\n",
       "      <td>0.4741%</td>\n",
       "      <td>2.5716%</td>\n",
       "      <td>0.5186%</td>\n",
       "      <td>0.7782%</td>\n",
       "      <td>5.0410%</td>\n",
       "      <td>-0.5733%</td>\n",
       "      <td>-1.1719%</td>\n",
       "      <td>2.1585%</td>\n",
       "      <td>...</td>\n",
       "      <td>1.3641%</td>\n",
       "      <td>5.8444%</td>\n",
       "      <td>-1.0309%</td>\n",
       "      <td>0.4914%</td>\n",
       "      <td>0.9109%</td>\n",
       "      <td>-1.2516%</td>\n",
       "      <td>4.3662%</td>\n",
       "      <td>1.3800%</td>\n",
       "      <td>-1.7242%</td>\n",
       "      <td>3.3538%</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 25 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "               AAPL     AMZN      APA       BA      BAX      BMY    CMCSA  \\\n",
       "Date                                                                        \n",
       "2018-10-19  1.5230% -0.3778%  0.0475% -0.8599% -1.4332% -3.0011%  0.1113%   \n",
       "2018-10-22  0.6110%  1.4325% -1.9240% -0.0786% -0.6335% -6.2983% -0.6393%   \n",
       "2018-10-23  0.9427% -1.1513% -3.6571% -1.6658% -0.4202% -0.4520% -0.2797%   \n",
       "2018-10-24 -3.4302% -5.9083% -4.5500%  1.3141% -1.8041% -3.5933% -4.2917%   \n",
       "2018-10-25  2.1898%  7.0887%  0.4741%  2.5716%  0.5186%  0.7782%  5.0410%   \n",
       "\n",
       "                CNP      CPB       DE  ...       MO     MSFT       NI  \\\n",
       "Date                                   ...                              \n",
       "2018-10-19  1.2968%  3.4361% -0.8764%  ...  1.6741%  0.1474%  0.6339%   \n",
       "2018-10-22 -1.1024%  0.0527% -0.3221%  ... -1.0331%  0.8927% -0.8662%   \n",
       "2018-10-23 -0.5034%  0.1845% -3.9948%  ...  0.8808% -1.3956%  0.4766%   \n",
       "2018-10-24  0.8674%  0.9994% -4.1109%  ...  0.7437% -5.3469%  3.5178%   \n",
       "2018-10-25 -0.5733% -1.1719%  2.1585%  ...  1.3641%  5.8444% -1.0309%   \n",
       "\n",
       "               PCAR      SEE        T      TMO      TXT       VZ     ZION  \n",
       "Date                                                                       \n",
       "2018-10-19 -0.1823% -0.7728%  1.1384% -1.1145% -1.2872%  0.4574% -0.8025%  \n",
       "2018-10-22  0.4483% -2.8972% -0.6085% -0.6075% -0.8634%  0.1457% -3.4490%  \n",
       "2018-10-23 -5.1240% -0.0321%  1.0713% -1.0807% -1.8308%  4.0560%  4.0353%  \n",
       "2018-10-24 -4.2683% -1.3479% -8.0557% -1.2403% -4.2187%  0.3671% -3.3065%  \n",
       "2018-10-25  0.4914%  0.9109% -1.2516%  4.3662%  1.3800% -1.7242%  3.3538%  \n",
       "\n",
       "[5 rows x 25 columns]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Calculating returns\n",
    "\n",
    "Y = data[assets].iloc[-300:,:].pct_change().dropna()\n",
    "\n",
    "display(Y.head())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 2. Estimating Mean Relativistic Drawdown at Risk (RLDaR) Portfolios\n",
    "\n",
    "The Relativistic Drawdown at Risk (RLDaR) portfolio model proposed by __[Cajas (2023)](https://papers.ssrn.com/sol3/papers.cfm?abstract_id=4378498)__ shows how to optimize the RDVaR of portfolio returns in a similar way than portfolio Entropic Drawdown at Risk (EDaR). The RLDaR is a coherent risk measure that is a generalization of EDaR based on Kaniadakis entropy.\n",
    "\n",
    "It is recommended to use MOSEK to optimize RLDaR due to RLDaR model use the power cone.\n",
    "\n",
    "Instructions to install MOSEK are in this __[link](https://docs.mosek.com/9.2/install/installation.html)__, is better to install using Anaconda. Also you will need a license, I recommend you that ask for an academic license __[here](https://www.mosek.com/products/academic-licenses/)__.\n",
    "\n",
    "### 2.1 Calculating the portfolio that optimize return/RLVaR ratio."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>AAPL</th>\n",
       "      <th>AMZN</th>\n",
       "      <th>APA</th>\n",
       "      <th>BA</th>\n",
       "      <th>BAX</th>\n",
       "      <th>BMY</th>\n",
       "      <th>CMCSA</th>\n",
       "      <th>CNP</th>\n",
       "      <th>CPB</th>\n",
       "      <th>DE</th>\n",
       "      <th>...</th>\n",
       "      <th>MO</th>\n",
       "      <th>MSFT</th>\n",
       "      <th>NI</th>\n",
       "      <th>PCAR</th>\n",
       "      <th>SEE</th>\n",
       "      <th>T</th>\n",
       "      <th>TMO</th>\n",
       "      <th>TXT</th>\n",
       "      <th>VZ</th>\n",
       "      <th>ZION</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>weights</th>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>3.6405%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>7.4009%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>30.1628%</td>\n",
       "      <td>13.1025%</td>\n",
       "      <td>44.7407%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.9526%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1 rows × 25 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "           AAPL    AMZN     APA      BA     BAX     BMY   CMCSA     CNP  \\\n",
       "weights 0.0000% 0.0000% 0.0000% 0.0000% 0.0000% 3.6405% 0.0000% 0.0000%   \n",
       "\n",
       "            CPB      DE  ...      MO     MSFT       NI     PCAR     SEE  \\\n",
       "weights 7.4009% 0.0000%  ... 0.0000% 30.1628% 13.1025% 44.7407% 0.0000%   \n",
       "\n",
       "              T     TMO     TXT      VZ    ZION  \n",
       "weights 0.9526% 0.0000% 0.0000% 0.0000% 0.0000%  \n",
       "\n",
       "[1 rows x 25 columns]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import riskfolio as rp\n",
    "import mosek\n",
    "\n",
    "# Building the portfolio object\n",
    "port = rp.Portfolio(returns=Y)\n",
    "\n",
    "# Calculating optimum portfolio\n",
    "\n",
    "# Select method and estimate input parameters:\n",
    "\n",
    "method_mu='hist' # Method to estimate expected returns based on historical data.\n",
    "method_cov='hist' # Method to estimate covariance matrix based on historical data.\n",
    "\n",
    "port.assets_stats(method_mu=method_mu,\n",
    "                  method_cov=method_cov,\n",
    "                  )\n",
    "\n",
    "# Estimate optimal portfolio:\n",
    "\n",
    "port.solvers = ['MOSEK'] # It is recommended to use mosek when optimizing GMD\n",
    "port.sol_params = {'MOSEK': {'mosek_params': {mosek.iparam.num_threads: 2}}}\n",
    "\n",
    "kappa = 0.3\n",
    "alpha = 0.2\n",
    "port.kappa = kappa\n",
    "port.alpha = alpha\n",
    "\n",
    "model ='Classic' # Could be Classic (historical), BL (Black Litterman) or FM (Factor Model)\n",
    "rm = 'EDaR' # Risk measure used, this time will be Tail Gini Range\n",
    "obj = 'Sharpe' # Objective function, could be MinRisk, MaxRet, Utility or Sharpe\n",
    "hist = True # Use historical scenarios for risk measures that depend on scenarios\n",
    "rf = 0 # Risk free rate\n",
    "l = 0 # Risk aversion factor, only useful when obj is 'Utility'\n",
    "\n",
    "w = port.optimization(model=model, rm=rm, obj=obj, rf=rf, l=l, hist=hist)\n",
    "\n",
    "display(w.T)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 2.2 Plotting portfolio composition"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plotting the composition of the portfolio\n",
    "\n",
    "ax = rp.plot_pie(w=w,\n",
    "                 title='Sharpe Mean - RLDaR',\n",
    "                 others=0.05,\n",
    "                 nrow=25,\n",
    "                 cmap = \"tab20\",\n",
    "                 height=6,\n",
    "                 width=10,\n",
    "                 ax=None)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 2.3 Plotting risk measures"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1000x800 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plotting the drawdown risk measures\n",
    "\n",
    "ax = rp.plot_drawdown(returns=Y,\n",
    "                      w=w,\n",
    "                      alpha=alpha,\n",
    "                      kappa=kappa,\n",
    "                      solver='MOSEK',\n",
    "                      height=8,\n",
    "                      width=10,\n",
    "                      height_ratios=[2, 3],\n",
    "                      ax=None)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 2.4 Calculate efficient frontier"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>AAPL</th>\n",
       "      <th>AMZN</th>\n",
       "      <th>APA</th>\n",
       "      <th>BA</th>\n",
       "      <th>BAX</th>\n",
       "      <th>BMY</th>\n",
       "      <th>CMCSA</th>\n",
       "      <th>CNP</th>\n",
       "      <th>CPB</th>\n",
       "      <th>DE</th>\n",
       "      <th>...</th>\n",
       "      <th>MO</th>\n",
       "      <th>MSFT</th>\n",
       "      <th>NI</th>\n",
       "      <th>PCAR</th>\n",
       "      <th>SEE</th>\n",
       "      <th>T</th>\n",
       "      <th>TMO</th>\n",
       "      <th>TXT</th>\n",
       "      <th>VZ</th>\n",
       "      <th>ZION</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>2.5471%</td>\n",
       "      <td>6.9883%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>14.9694%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>32.5704%</td>\n",
       "      <td>21.0458%</td>\n",
       "      <td>0.9572%</td>\n",
       "      <td>5.7780%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>15.1437%</td>\n",
       "      <td>0.0000%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>4.7262%</td>\n",
       "      <td>8.3183%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>6.5857%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>36.7041%</td>\n",
       "      <td>26.7700%</td>\n",
       "      <td>7.9536%</td>\n",
       "      <td>0.7626%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>8.1795%</td>\n",
       "      <td>0.0000%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>2.8304%</td>\n",
       "      <td>8.7011%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>3.9141%</td>\n",
       "      <td>1.5091%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>38.0147%</td>\n",
       "      <td>29.5248%</td>\n",
       "      <td>9.7201%</td>\n",
       "      <td>0.7005%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>5.0852%</td>\n",
       "      <td>0.0000%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.3958%</td>\n",
       "      <td>9.1497%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.8926%</td>\n",
       "      <td>2.9078%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>40.3485%</td>\n",
       "      <td>31.7931%</td>\n",
       "      <td>11.4506%</td>\n",
       "      <td>0.5359%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>2.5261%</td>\n",
       "      <td>0.0000%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>9.2912%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.3281%</td>\n",
       "      <td>4.5329%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>39.1084%</td>\n",
       "      <td>34.3702%</td>\n",
       "      <td>11.1996%</td>\n",
       "      <td>1.1458%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0239%</td>\n",
       "      <td>0.0000%</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 25 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     AAPL    AMZN     APA      BA     BAX     BMY   CMCSA      CNP     CPB  \\\n",
       "0 0.0000% 0.0000% 0.0000% 0.0000% 2.5471% 6.9883% 0.0000% 14.9694% 0.0000%   \n",
       "1 0.0000% 0.0000% 0.0000% 0.0000% 4.7262% 8.3183% 0.0000%  6.5857% 0.0000%   \n",
       "2 0.0000% 0.0000% 0.0000% 0.0000% 2.8304% 8.7011% 0.0000%  3.9141% 1.5091%   \n",
       "3 0.0000% 0.0000% 0.0000% 0.0000% 0.3958% 9.1497% 0.0000%  0.8926% 2.9078%   \n",
       "4 0.0000% 0.0000% 0.0000% 0.0000% 0.0000% 9.2912% 0.0000%  0.3281% 4.5329%   \n",
       "\n",
       "       DE  ...      MO    MSFT       NI     PCAR      SEE       T     TMO  \\\n",
       "0 0.0000%  ... 0.0000% 0.0000% 32.5704% 21.0458%  0.9572% 5.7780% 0.0000%   \n",
       "1 0.0000%  ... 0.0000% 0.0000% 36.7041% 26.7700%  7.9536% 0.7626% 0.0000%   \n",
       "2 0.0000%  ... 0.0000% 0.0000% 38.0147% 29.5248%  9.7201% 0.7005% 0.0000%   \n",
       "3 0.0000%  ... 0.0000% 0.0000% 40.3485% 31.7931% 11.4506% 0.5359% 0.0000%   \n",
       "4 0.0000%  ... 0.0000% 0.0000% 39.1084% 34.3702% 11.1996% 1.1458% 0.0000%   \n",
       "\n",
       "      TXT       VZ    ZION  \n",
       "0 0.0000% 15.1437% 0.0000%  \n",
       "1 0.0000%  8.1795% 0.0000%  \n",
       "2 0.0000%  5.0852% 0.0000%  \n",
       "3 0.0000%  2.5261% 0.0000%  \n",
       "4 0.0000%  0.0239% 0.0000%  \n",
       "\n",
       "[5 rows x 25 columns]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "points = 50 # Number of points of the frontier\n",
    "\n",
    "frontier = port.efficient_frontier(model=model, rm=rm, points=points, rf=rf, hist=hist)\n",
    "\n",
    "display(frontier.T.head())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1000x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plotting the efficient frontier\n",
    "\n",
    "label = 'Max Risk Adjusted Return Portfolio' # Title of point\n",
    "mu = port.mu # Expected returns\n",
    "cov = port.cov # Covariance matrix\n",
    "returns = port.returns # Returns of the assets\n",
    "\n",
    "ax = rp.plot_frontier(w_frontier=frontier,\n",
    "                      mu=mu,\n",
    "                      cov=cov,\n",
    "                      returns=returns,\n",
    "                      rm=rm,\n",
    "                      rf=rf,\n",
    "                      alpha=alpha,\n",
    "                      kappa=kappa,\n",
    "                      solver='MOSEK',\n",
    "                      cmap='viridis',\n",
    "                      w=w,\n",
    "                      label=label,\n",
    "                      marker='*',\n",
    "                      s=16,\n",
    "                      c='r',\n",
    "                      height=6,\n",
    "                      width=10,\n",
    "                      ax=None)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plotting efficient frontier composition\n",
    "\n",
    "ax = rp.plot_frontier_area(w_frontier=frontier, cmap=\"tab20\", height=6, width=10, ax=None)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 3. Estimating Risk Parity Portfolios for Relativistic Drawdown at Risk\n",
    "\n",
    "### 3.1 Calculating the risk parity portfolio for Relativistic Drawdown at Risk."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>AAPL</th>\n",
       "      <th>AMZN</th>\n",
       "      <th>APA</th>\n",
       "      <th>BA</th>\n",
       "      <th>BAX</th>\n",
       "      <th>BMY</th>\n",
       "      <th>CMCSA</th>\n",
       "      <th>CNP</th>\n",
       "      <th>CPB</th>\n",
       "      <th>DE</th>\n",
       "      <th>...</th>\n",
       "      <th>MO</th>\n",
       "      <th>MSFT</th>\n",
       "      <th>NI</th>\n",
       "      <th>PCAR</th>\n",
       "      <th>SEE</th>\n",
       "      <th>T</th>\n",
       "      <th>TMO</th>\n",
       "      <th>TXT</th>\n",
       "      <th>VZ</th>\n",
       "      <th>ZION</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>weights</th>\n",
       "      <td>2.0960%</td>\n",
       "      <td>1.9982%</td>\n",
       "      <td>1.2990%</td>\n",
       "      <td>2.7527%</td>\n",
       "      <td>5.4417%</td>\n",
       "      <td>5.6356%</td>\n",
       "      <td>3.1832%</td>\n",
       "      <td>12.2835%</td>\n",
       "      <td>3.8515%</td>\n",
       "      <td>3.0014%</td>\n",
       "      <td>...</td>\n",
       "      <td>3.2538%</td>\n",
       "      <td>3.4736%</td>\n",
       "      <td>7.7865%</td>\n",
       "      <td>5.9182%</td>\n",
       "      <td>6.1280%</td>\n",
       "      <td>4.2823%</td>\n",
       "      <td>2.7283%</td>\n",
       "      <td>1.7643%</td>\n",
       "      <td>7.3737%</td>\n",
       "      <td>2.1190%</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1 rows × 25 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "           AAPL    AMZN     APA      BA     BAX     BMY   CMCSA      CNP  \\\n",
       "weights 2.0960% 1.9982% 1.2990% 2.7527% 5.4417% 5.6356% 3.1832% 12.2835%   \n",
       "\n",
       "            CPB      DE  ...      MO    MSFT      NI    PCAR     SEE       T  \\\n",
       "weights 3.8515% 3.0014%  ... 3.2538% 3.4736% 7.7865% 5.9182% 6.1280% 4.2823%   \n",
       "\n",
       "            TMO     TXT      VZ    ZION  \n",
       "weights 2.7283% 1.7643% 7.3737% 2.1190%  \n",
       "\n",
       "[1 rows x 25 columns]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "b = None # Risk contribution constraints vector\n",
    "\n",
    "w_rp = port.rp_optimization(model=model, rm=rm, rf=rf, b=b, hist=hist)\n",
    "\n",
    "display(w_rp.T)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 3.2 Plotting portfolio composition"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = rp.plot_pie(w=w_rp,\n",
    "                 title='Risk Parity RDVaR',\n",
    "                 others=0.05,\n",
    "                 nrow=25,\n",
    "                 cmap=\"tab20\",\n",
    "                 height=6,\n",
    "                 width=10,\n",
    "                 ax=None)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 3.3 Plotting Risk Composition"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = rp.plot_risk_con(w_rp,\n",
    "                      cov=port.cov,\n",
    "                      returns=port.returns,\n",
    "                      rm=rm,\n",
    "                      rf=0,\n",
    "                      alpha=alpha,\n",
    "                      kappa=kappa,\n",
    "                      solver='MOSEK',\n",
    "                      color=\"tab:blue\", height=6, width=10, ax=None)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1000x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plotting the efficient frontier\n",
    "ws = pd.concat([w, w_rp],axis=1)\n",
    "ws.columns = [\"Max Return/RLDaR\", \"Risk Parity RLDaR\"]\n",
    "\n",
    "mu = port.mu # Expected returns\n",
    "cov = port.cov # Covariance matrix\n",
    "returns = port.returns # Returns of the assets\n",
    "\n",
    "ax = rp.plot_frontier(w_frontier=frontier,\n",
    "                      mu=mu,\n",
    "                      cov=cov,\n",
    "                      returns=returns,\n",
    "                      rm=rm,\n",
    "                      rf=rf,\n",
    "                      alpha=alpha,\n",
    "                      kappa=kappa,\n",
    "                      solver='MOSEK',\n",
    "                      cmap='viridis',\n",
    "                      w=ws,\n",
    "                      marker='*',\n",
    "                      s=16,\n",
    "                      height=6,\n",
    "                      width=10,\n",
    "                      ax=None)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.11.7"
  },
  "vscode": {
   "interpreter": {
    "hash": "6e72041bc49a6ff39e74ccd56b9391c544b799a0d2a04160b530f8b1ce965df8"
   }
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
